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Validation of a wind misalignment observer using field test data

机译:使用现场测试数据验证风偏心观测器

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摘要

A previously described observer of wind misalignment is validated using field test data collected on the NREL CART3 wind turbine. The observer uses blade root bending moment 1P harmonics, computed using the transformation of Coleman and Feingold, to infer the rotor-equivalent relative wind direction. The observation model parameters are determined by a least squares fitting using recorded blade loads and met-mast measured wind direction and speed; a random sample consensus (RANSAC) algorithm is used to robustify the parameter estimation procedure while detecting outliers in the experimental samples. The observer is validated using an independent verification data set: recorded blade bending loads are fed to the observer and the estimated wind misalignment is compared to both the one provided by the met-mast vanes, assumed as the ground truth, and by an on-board nacelle-mounted wind vane. Results show that the rotor-equivalent wind misalignment estimates provided by the proposed observer are well correlated in the low frequency spectrum with the met-mast reference, and in general are in much better accordance with it than the on-board wind vane measurements.
机译:使用在NREL CART3风力涡轮机上收集的现场测试数据验证了先前描述的风偏心观测器。观察者使用通过Coleman和Feingold的变换计算出的叶片根部弯矩1P谐波来推断转子等效的相对风向。观测模型参数由最小二乘拟合法确定,该最小二乘拟合法使用记录的叶片载荷以及测得的桅杆测量的风向和风速;在检测实验样本中的异常值时,使用随机样本共识(RANSAC)算法来增强参数估计过程。使用独立的验证数据集对观察者进行验证:将记录的叶片弯曲载荷馈入观察者,并将估计的风偏心与假定为地面真相的桅杆叶片提供的风向进行比较。安装在机舱上的风向标。结果表明,由建议的观察者提供的转子等效风偏心估计值在低频频谱中与桅杆参考值具有很好的相关性,并且总体而言,它与船上风向标测量值相比要好得多。

著录项

  • 来源
    《Renewable energy》 |2015年第2期|298-306|共9页
  • 作者

    C.L. Bottasso; C.E.D. Riboldi;

  • 作者单位

    Wind Energy Institute, Technische Universitaet Muenchen, Boltzmannstrasse 15, D-85748 Garching, Germany,Dipartimento di Scienze e Tecnologie Aerospaziali, Politecnico di Milano, Via La Masa 34, I-20156 Milano, Italy;

    Dipartimento di Scienze e Tecnologie Aerospaziali, Politecnico di Milano, Via La Masa 34, I-20156 Milano, Italy;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Wind observer; Wind misalignment; Wind turbine control; Aeroelasticity; Field testing;

    机译:风观察者风偏心;风力发电机控制;空气弹性现场测试;

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